We extract breed specifications, veterinary advice, nutritional analyses, and product reviews from Catster. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Breed Profiles objects from catster.com. All fields typed and schema-versioned.
"breed_name": "Maine Coon", "origin": "United States", "size": "Large", "coat_length": "Long", "lifespan": "12-15 years", "temperament": "Gentle, intelligent, sociable", "grooming_needs": "High", "image_url": "https://www.catster.com/wp-content/uploads/maine-coon.jpg"
| # | breed_name | origin | size | coat_length | lifespan | temperament |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Veterinary Articles objects from catster.com. All fields typed and schema-versioned.
"article_id": "art_98432", "title": "Signs of Feline Diabetes", "author": "Jane Smith", "vet_reviewer": "Dr. Sarah Jones, DVM", "publish_date": "2023-11-14T08:00:00Z", "category": "Health", "reading_time": "6 mins", "tags": "['Diabetes', 'Senior Cats', 'Endocrine']"
| # | article_id | title | author | vet_reviewer | publish_date | category |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Product Reviews objects from catster.com. All fields typed and schema-versioned.
"product_name": "Purina Pro Plan Wet Cat Food", "category": "Food", "brand": "Purina", "rating": 4.5, "pros": "['High protein', 'Grain-free options']", "cons": "['Strong odour', 'Premium pricing']", "bottom_line": "Excellent choice for active adult cats.", "price_range": "$1.50 - $2.00 per can"
| # | product_name | category | brand | rating | pros | cons |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Nutrition Guides objects from catster.com. All fields typed and schema-versioned.
"topic": "Feeding Kittens", "life_stage": "Kitten", "dietary_needs": "['High calorie', 'DHA', 'Calcium']", "toxic_foods": "['Onions', 'Garlic', 'Grapes']", "vet_author": "Dr. Mark Davis, DVM", "last_updated": "2024-01-22T10:15:00Z", "citations": 4
| # | topic | life_stage | dietary_needs | recommended_ingredients | toxic_foods | vet_author |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Author Profiles objects from catster.com. All fields typed and schema-versioned.
"author_name": "Dr. Sarah Jones", "credentials": "DVM", "role": "Veterinary Reviewer", "bio": "Dr. Jones is a small animal veterinarian with 15 years of experience.", "article_count": 142, "specialty": "Feline Internal Medicine", "social_links": "['linkedin.com/in/drsarahjones']"
| # | author_name | credentials | role | bio | article_count | specialty |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Catster scraper parses complex editorial layouts, distinguishing between standard author content and vet-reviewed clinical advice.
Extract structured matrices for every recognised breed, including size, lifespan, grooming requirements, and temperament traits.
Capture author credentials, vet reviewer attribution, publication dates, and clinical citations across all health articles.
Isolate pros, cons, bottom-line verdicts, and affiliate links from dense editorial product reviews for cat food and litter.
Scrape complete author biographies, credentials, and article histories to build verified expert databases.
Compile ingredient recommendations, toxic food warnings, and life-stage specific dietary guidelines.
Extract training tips, behavioural modification strategies, and environmental enrichment advice.
Capture high-resolution URLs for breed photos, anatomical diagrams, and product images.
Map the entire site hierarchy, preserving relationships between parent categories and specific article tags.
Run pipelines daily or weekly to capture new articles, updated vet reviews, and fresh product recommendations.
Brief in. Clean data out.
Select target categories: breed profiles, health articles, product reviews, or author directories.
We configure Scrapy crawlers to parse Catster's specific DOM structure and editorial layouts.
Schema validation ensures clean text extraction, accurate vet attribution, and complete breed matrices.
Clean JSON, CSV, or Parquet pushed to your S3 bucket or data warehouse on your schedule.
Extracting data from content-heavy sites requires precise DOM parsing and continuous schema maintenance.
Editorial sites often feature varied article templates. Our selectors use fallback chains to reliably extract content blocks, whether the article is a standard blog post or a complex product roundup.
We strip out inline advertisements, newsletter sign-up forms, and related-article widgets, delivering only the core article text and relevant metadata.
Health articles often list both a primary author and a veterinary reviewer. Our parsers accurately separate these entities and their respective credentials.
We handle pagination across all category archives and author pages, ensuring complete extraction of historical content dating back years.
Medical and nutritional advice is frequently updated. We track last-modified timestamps and content hashes to deliver diffs when articles are revised.
Analyse product reviews to track sentiment around specific cat food brands, ingredients, and pricing tiers.
Populate pet care applications with structured breed specifications and basic care guidelines.
Train large language models on vet-reviewed articles to improve automated pet health triage systems.
Track which products and brands are most frequently recommended across top-ranking pet care articles.
Construct comprehensive directories for pet adoption platforms using standardised breed traits and images.
Monitor article publication rates across categories to identify emerging trends in feline health and nutrition.
"Catster contains decades of vet-reviewed feline health data and breed specifications, but extracting it cleanly requires navigating complex editorial layouts."
Most teams underestimate the effort required to parse editorial content reliably. Extracting clean article text, distinguishing vet reviewers from authors, and mapping product pros and cons requires precise DOM targeting and constant maintenance. DataFlirt absorbs that complexity so your engineers can focus on analysis.
Everything supported by our catster.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles high-throughput crawling of category archives, while custom middleware cleans HTML and standardises text output.
Pipelines execute on AWS ECS with Airflow managing dependencies, scheduling weekly sweeps, and handling retries for failed requests.
Extracted data is validated against strict JSON schemas before being written to S3 as Parquet files or streamed directly to BigQuery.
Data delivered to where your team already works — no new tooling required.
About catster.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available articles, breed profiles, and reviews is generally permissible. DataFlirt extracts only public editorial content and does not bypass authentication walls or extract personally identifiable user data.
Yes. We can configure the crawler to traverse all pagination archives, extracting the complete historical corpus of articles published on the site.
Our extraction schemas use multiple fallback selectors (CSS and XPath). If an article uses a non-standard template or the site undergoes a redesign, our monitoring detects null fields and alerts our engineers to update the parsers.
By default, we extract the high-resolution image URLs. If required, we can configure a media pipeline to download the actual image files and store them in your designated S3 bucket.
Yes. We specifically target the metadata fields that indicate veterinary review, ensuring you can filter the dataset for clinically validated information.
For editorial sites like Catster, we typically recommend weekly or daily pipeline runs to capture newly published articles and track updates to existing content.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-time export of all breed profiles or a continuous feed of new veterinary articles, we manage the infrastructure. Tell us your requirements.
